Alex Smola

@UCYoS2VT03weLA7uzvL2Vybw - 20K subscribers

Machine Learning for Everyone

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Lecture 15, Part 3, Axiomatic Explanations

Lecture 15, Part 3, Axiomatic Explanations Alex Smola

1.3K views - 4 years ago

Lecture 15, Part 4, Heuristics

Lecture 15, Part 4, Heuristics Alex Smola

470 views - 4 years ago

Lecture 15, Part 2, Local Models and Conditioning

Lecture 15, Part 2, Local Models and Conditioning Alex Smola

357 views - 4 years ago

Lecture 15, Part 1, Simple Explanations

Lecture 15, Part 1, Simple Explanations Alex Smola

328 views - 4 years ago

Lecture 14, Part 3, Fairness in Practice

Lecture 14, Part 3, Fairness in Practice Alex Smola

322 views - 4 years ago

Lecture 14, Part 2, Fairness and Scores

Lecture 14, Part 2, Fairness and Scores Alex Smola

293 views - 4 years ago

Lecture 14, Part 1, Fairness Background

Lecture 14, Part 1, Fairness Background Alex Smola

300 views - 4 years ago

Lecture 8, Part 4, Graphs and Networks

Lecture 8, Part 4, Graphs and Networks Alex Smola

651 views - 4 years ago

Lecture 8, Part 3 More about Sequence Models

Lecture 8, Part 3 More about Sequence Models Alex Smola

410 views - 4 years ago

Lecture 8, Part 2 Sequence Models

Lecture 8, Part 2 Sequence Models Alex Smola

388 views - 4 years ago

Lecture 8, Part 1 Dependent Random Variables

Lecture 8, Part 1 Dependent Random Variables Alex Smola

794 views - 4 years ago

Lecture 6, Part 2, Covariate Shift

Lecture 6, Part 2, Covariate Shift Alex Smola

1.3K views - 4 years ago

Lecture 6, Part 4, Adversarial Data

Lecture 6, Part 4, Adversarial Data Alex Smola

334 views - 4 years ago

Lecture 6, Part 3, More Math for Covariate Shift

Lecture 6, Part 3, More Math for Covariate Shift Alex Smola

573 views - 4 years ago

Lecture 6, Part 1, Generalization

Lecture 6, Part 1, Generalization Alex Smola

3.2K views - 4 years ago

Lecture 7, Part 2 Label Shift

Lecture 7, Part 2 Label Shift Alex Smola

1.2K views - 4 years ago

Lecture 7, Part 1 - Two-sample tests

Lecture 7, Part 1 - Two-sample tests Alex Smola

774 views - 4 years ago

5.3 BERT and Applications

5.3 BERT and Applications Alex Smola

1.6K views - 5 years ago

5.2 Transformers

5.2 Transformers Alex Smola

1.8K views - 5 years ago

5.1 Attention Alex Smola

3.3K views - 5 years ago

4.3 Deep and Bidirectional LSTMs

4.3 Deep and Bidirectional LSTMs Alex Smola

7.3K views - 5 years ago

4.2 LSTM and Friends

4.2 LSTM and Friends Alex Smola

1.1K views - 5 years ago

2.4 Autograd in PyTorch

2.4 Autograd in PyTorch Alex Smola

1.1K views - 5 years ago

2.3 Linear Algebra

2.3 Linear Algebra Alex Smola

785 views - 5 years ago

4.1 Sequence Model Basics

4.1 Sequence Model Basics Alex Smola

1.5K views - 5 years ago

2.2 Data Preprocessing (with Pandas)

2.2 Data Preprocessing (with Pandas) Alex Smola

675 views - 5 years ago

3.2 Object Detection Basics

3.2 Object Detection Basics Alex Smola

1.6K views - 5 years ago

3.1 Preprocessing and Transfer Learning

3.1 Preprocessing and Transfer Learning Alex Smola

725 views - 5 years ago

2.3 Modern Convnets (ResNet, NiN, Inception, ShuffleNet, etc.)

2.3 Modern Convnets (ResNet, NiN, Inception, ShuffleNet, etc.) Alex Smola

2.2K views - 5 years ago

2.2 LeNet and AlexNet

2.2 LeNet and AlexNet Alex Smola

2.1K views - 5 years ago

2.1 Convolutions (Padding, Stride, Pooling)

2.1 Convolutions (Padding, Stride, Pooling) Alex Smola

3.1K views - 5 years ago

1.3 Multilayer Perceptron, Dropout, Residual Connections, Batch Norm

1.3 Multilayer Perceptron, Dropout, Residual Connections, Batch Norm Alex Smola

1.2K views - 5 years ago

2.1 Data Manipulation

2.1 Data Manipulation Alex Smola

2.6K views - 5 years ago

1.2 SGD and Backprop

1.2 SGD and Backprop Alex Smola

1.7K views - 5 years ago

1.1 Linear and Logistic Regression

1.1 Linear and Logistic Regression Alex Smola

7.8K views - 5 years ago

Dive into Deep Learning D2L at WAIC'20

Dive into Deep Learning D2L at WAIC'20 Alex Smola

5K views - 5 years ago

AutoGluon Overview at WAIC'20

AutoGluon Overview at WAIC'20 Alex Smola

655 views - 5 years ago

ML Confidential or The case for AutoML

ML Confidential or The case for AutoML Alex Smola

554 views - 5 years ago

AutoGluon Overview ICML'20 Workshop

AutoGluon Overview ICML'20 Workshop Alex Smola

3.2K views - 5 years ago

AWS Machine Learning and Open Source

AWS Machine Learning and Open Source Alex Smola

1K views - 5 years ago

L26/1 Momentum, Adagrad, RMSProp, Adam

L26/1 Momentum, Adagrad, RMSProp, Adam Alex Smola

20.9K views - 6 years ago

L25/3 Gradient descent in Python

L25/3 Gradient descent in Python Alex Smola

2.1K views - 6 years ago

L25/4 Minibatch SGD in Python

L25/4 Minibatch SGD in Python Alex Smola

2.2K views - 6 years ago

L26/3 Course Summary

L26/3 Course Summary Alex Smola

619 views - 6 years ago

L26/2 Momentum, Adagrad, RMPProp in Python

L26/2 Momentum, Adagrad, RMPProp in Python Alex Smola

2.2K views - 6 years ago

L25/2 Gradient Descent and Convergence Rate

L25/2 Gradient Descent and Convergence Rate Alex Smola

4.3K views - 6 years ago

L25/1 Convex Optimization

L25/1 Convex Optimization Alex Smola

2.8K views - 6 years ago

L24/6 Transformer in Python

L24/6 Transformer in Python Alex Smola

3.6K views - 6 years ago

L24/1 Attention Layer

L24/1 Attention Layer Alex Smola

4K views - 6 years ago

L24/2 Attention in Python

L24/2 Attention in Python Alex Smola

2.3K views - 6 years ago

L24/3 Seq2seq with Attention

L24/3 Seq2seq with Attention Alex Smola

1.7K views - 6 years ago

L24/5 Transformer

L24/5 Transformer Alex Smola

2.2K views - 6 years ago

L24/6 BERT Alex Smola

1.3K views - 6 years ago

L24/4 Seq2sen with Attention in Python

L24/4 Seq2sen with Attention in Python Alex Smola

799 views - 6 years ago

L23/1 Encoder-Decoder

L23/1 Encoder-Decoder Alex Smola

15.6K views - 6 years ago

L22/5 Text Sentiment Classification with RNN

L22/5 Text Sentiment Classification with RNN Alex Smola

4K views - 6 years ago

L23/2 Seq2seq Alex Smola

1.5K views - 6 years ago

L23/3 Machine Translation Dataset

L23/3 Machine Translation Dataset Alex Smola

1.3K views - 6 years ago

L23/4 Seq2seq in Python

L23/4 Seq2seq in Python Alex Smola

1.2K views - 6 years ago

L20/3 Bidirectional RNNs

L20/3 Bidirectional RNNs Alex Smola

1.5K views - 6 years ago